Yes, you can recover lost or deleted .exe files using Remo Recover software.
Many users have encountered that .exe files keep deleted automatically on their PC. This is a strange problem that might be caused by antivirus settings, privilege issue, system glitches, or other matters. By using Remo Recover you can effortlessly recover your deleted .exe files
Here is a video tutorial on how to recover Lost or Deleted exe files.
Basic Edition:
Pro Edition: